HevrutAI — A Human-Supervised Evidence Archive for Contested Claims and Historical Distortions.

The tool is not the authority. The evidence is the authority.

HevrutAI is a human-supervised evidence archive. We document contested claims, historical distortions, narrative inversions, and AI failures — using structured human review and the Machloket Protocol.

Submit a Claim Explore the Opposition Library
Submit
Investigate
Archive
The record grows
How it works

From submission to permanent record.

01 — SUBMIT

See something wrong?

A headline that inverts history. An AI output that launders a false claim. A viral narrative with no source. Submit it.

02 — REVIEW

Human triage.

Reviewers evaluate each submission for source quality, investigability, and evidentiary value. Not every claim becomes a case.

03 — INVESTIGATE

Primary sources. Named actors. Locked chronology.

Approved cases are developed with full evidentiary documentation and Machloket Protocol analysis.

04 — ARCHIVE

Permanent public record.

Verified cases enter the Opposition Library. Documented. Citable. Searchable. The record does not disappear.

05 — RECOGNIZE

Quality rewarded.

Contributors who submit high-quality, verifiable claims are recognized. We reward what builds the archive — not what fills it.

The HevrutAI Machloket Protocol — structured adversarial verification applied to contested claims.

The Machloket Protocol.

Structured disagreement as verification. 28 adversarial objections applied to every case: passive voice laundering, chronological inversion, false equivalency, source credibility laundering. Every ruling documented.

Read the Methodology Full Documentation
From Tablets to Tablets — how Jews transmit truth across generations. Stone tablets dissolving into a digital tablet through a stream of golden Hebrew letters and teal network connections.

Rooted in hevruta. Built for this moment.

Ancient Jewish paired learning — rigorous honest disagreement — applied to the human-AI relationship. Not agreement. Sharpening. The essence endures. The vessels evolve.

The Full Story
Build the Record

Submit a claim to the Opposition Library.

See a contested claim, AI distortion, historical inversion, or narrative manipulation? Submit it for human-supervised review. High-quality submissions become permanent documented cases.

Submit a Claim
The Opposition Library

Browse documented cases.

A growing archive of verified cases — each investigated with primary sources, chronology analysis, actor identification, and full Machloket Protocol review. The record grows with every case.

Explore the Library

For Communities

Bring HevrutAI to your organization.

Presentations, workshops, and curriculum for synagogues, Hillels, JCCs, and Jewish schools. The Machloket Protocol is teachable.

See What's Available
Living Testimony — an elderly hand holding a family photograph above archival documents from 1945, with Hebrew text dissolving into teal light. HevrutAI preserves and honors the voices of survivors so that memory endures.

The chain almost broke. And held.

We do not inherit the stories by accident. We inherit them by commitment. HevrutAI exists because of that commitment — and because in an age of AI-generated distortion, testimony must be defended as well as recorded.

Holocaust Memory Project
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links don't have to shine. they just have to hold.

The Methodology

Most systems ask: Is this true?
HevrutAI asks: What kind of thing is this?

Before a claim can be adjudicated, it must be examined — how it is built, whether it survives adversarial challenge, and whether it has appeared before in history. Only then does a verdict carry weight.

The Origin

"What is the use of your agreement?"

After Resh Lakish died, Rabbi Yochanan lamented: When I would state a matter, Resh Lakish would challenge me with twenty-four objections. And when I would answer, he would raise twenty-four refutations. And by this process, the matter would be clarified. But your students only tell me: So it is. So it is. What is the use of your agreement?

— BAVLI BAVA METZIA 84a

Rabbi Yochanan did not want to be told he was right. He wanted to be tested until he could prove he was right. Reish Lakish — a former gladiator who brought the same ferocity to intellectual combat that he had once brought to the arena — was not a passive partner. He was an adversary by design.

When Reish Lakish died, Rabbi Yochanan lost something no brilliant replacement could restore: the friction that made truth defensible. The scholar sent to replace him agreed with everything. Rabbi Yochanan wept.

The model that agrees with you is not your partner. It is your echo. HevrutAI was built to be the Reish Lakish the machine refuses to provide.

Submit a Claim
מַחֲלֹקֶת
Machloket L'Shem Shamayim

Argument for the sake of heaven.

The 28-Facet Friction Protocol is named for the twenty-four objections Reish Lakish raised. Challenges do not come from the model itself — they come from the documented record of real counter-arguments, exactly as Reish Lakish's objections came from his own rigorous legal knowledge, not from deference.

When two Tier-1 sources conflict, the system does not collapse into false equivalence. It applies the Machloket Protocol to reach a defensible resolution — exactly as the Talmudic academies did when great scholars disagreed.

28 FACETS · RWI SCORING · LEX PRIOR · CHAZAKAH · BY-ZOMBIES AUDIT

The Four-Layer Architecture

A claim passes through four distinct layers before a verdict issues.

Most fact-checking systems operate in the present. HevrutAI situates every claim in its historical lineage — and forces it to survive adversarial challenge before adjudication.

LAYER 1

Narrative Integrity Scan

Not a verdict — a structural examination. Before any claim is judged true or false, it is examined for how it is built. What kind of claim is this? Are actors identified or deliberately foggy? Is chronology intact?

BY-ZOMBIES PASSIVE AUDIT

LAYER 2

Machloket Protocol

Does not ask whether a claim is structured correctly. Asks whether it can survive serious opposition. 28 structured adversarial objections. No claim passes without challenge.

28-FACET FRICTION PROTOCOL

LAYER 3

Historical Continuity Analysis

The layer that separates HevrutAI from every other fact-checking system. Most systems operate only in the present. HevrutAI situates every claim in its historical lineage. Has this pattern appeared before?

LEX PRIOR · CHAZAKAH PRINCIPLE

LAYER 4

Adjudication Engine

Only after Layers 1–3 have run does a verdict issue. The verdict is not binary — it reflects the full weight of the forensic process. Human review required before archive entry.

HUMAN APPROVAL · PERMANENT RECORD

The HevrutAI Machloket Protocol forensic analysis engine in action.
CURRENT STATUS

HevrutAI maintains a growing Opposition Library of 25+ verified cases investigated through the full four-layer Machloket Protocol. AI assists with intake and triage. Human review determines every archive entry. The evidence is the authority.

Contact for Partnership
Entry Points

Where to engage.

Primary Action

Submit a Claim

See a contested claim, AI distortion, historical inversion, or narrative manipulation? Submit it for human-supervised review. High-quality submissions become permanent Opposition Library cases.

hevrutai.org/submit.html


Submit Now

Opposition Library

Browse Documented Cases

The growing archive of verified cases — each investigated through all four layers of the Machloket Protocol. Primary sources. Named actors. Locked chronology. Human-approved.

hevrutai.lovable.app


Explore Library

Methodology

Read the Full Documentation

Complete documentation of the four-layer architecture, 28-Facet Friction Protocol, Reliability Weighted Index, and Opposition Library case files — for researchers, funders, and partners.

hevrutai-verify.vercel.app


Read Methodology

Communities

Workshops & Curriculum

The Machloket Protocol is teachable. In-person and virtual presentations for synagogues, Hillels, JCCs, and Jewish schools. Rooted in the Reish Lakish principle.

hevrutai.org


See Curriculum
Partners & Funders

Interested in supporting development?

Organizations interested in piloting the system or supporting the next production milestone are invited to reach out.


Contact for Partnership
HevrutAI curriculum and workshop offerings

The methodology is teachable.

Three distinct offerings — a flagship workshop, a Jewish learning experience, and a keynote presentation. Each rooted in the same intellectual framework. Each built for a different moment and audience.

Book a Presentation Custom Inquiry
HevrutAI Offerings

Three offerings. One methodology.

Each is distinct in format, audience, and purpose. None are interchangeable. All are rooted in the Machloket Protocol and the Reish Lakish principle.

Flagship Workshop

Thinking in the Age of AI

This is not actually an AI workshop. It is a thinking workshop disguised as an AI workshop — and it remains valuable even if AI disappears tomorrow.

Built around the Reish Lakish principle and the Hevruta learning model, it teaches participants to interrogate information rather than react to it. The core shift: from asking "Is this true?" to asking "What survives pressure?"

Participants leave with a two-level framework they can use the same day — on anything.

Book This Workshop

OFFERING DETAILS

Audiences

Synagogues · Federations · Day Schools · Hillels · Community Organizations · Educators

Format Options

60 minutes · 75 minutes · 90 minutes
Teen version · Educator/Admin version
Jewish community version with live inserts

Learning Outcomes

Hevruta as a thinking model · Sycophancy awareness · Narrative Gap analysis · ORIGIN/GAP/FRAME/INTENT framework · The RESTORE step · Level 1 and Level 2 protocol

Status

Available now · Delivered live

Jewish Learning Experience

Tablets to Tablets

This is not a workshop in the same category as Thinking in the Age of AI. It is a Jewish learning experience — seasonal, contemplative, and rooted in the question of how Jews carry truth across generations.

From Sinai to the smartphone. From stone tablets to digital ones. The transmission never stops — but each generation must decide how to carry it. Facilitated hevruta discussion with a visual sourcebook participants take home.

Technology is the vessel. Transmission is the mission.

$36 = double chai. Priced with intention.

OFFERING DETAILS

Audiences

Adult Education · Synagogues · Scholar-in-Residence Programs · Retreats · Shavuot Programming · Havurot

Format Options

30–45 minutes · In-person or virtual
Sourcebook included for all participants
PDF available for independent study

Learning Outcomes

Jewish transmission across generations · Hevruta as sacred practice · Truth, memory, and technology · The obligation to carry what we receive

Status

Available now · Bookable year-round · Ideal for Shavuot

Keynote Presentation

The Path Forward

This is not training. It is a keynote — built for rooms where the question is not "what happened" but "what now."

Beginning with personal testimony — Shoah memory, family legacy, a woman who chose to wear her Magen David before the storm — the presentation moves through October 7 and what it revealed about the fragility communities mistook for safety. It closes with a blueprint: stop explaining, start witnessing. Stop reacting, start guiding. Teach Judaism as a civilization, a people, a story, an obligation.

AI enters as one thread — not the answer, but a tool. Used correctly, it functions like a hevruta. Used incorrectly, it flattens language, repeats errors, and amplifies the lies we are trying to counter.

"A small flame is still a flame. It kept our ancestors alive. It will keep us alive too."

Inquire About This Keynote

OFFERING DETAILS

Audiences

Conferences · Jewish Leadership Gatherings · Community Organizations · Funders · Strategic Conversations · Boards

Format

45–60 minutes · Keynote format
Q&A available · Panel-ready

Core Themes

Bearing witness to October 7 · What the moment revealed · Stop explaining, start witnessing · Judaism as civilization · AI as hevruta, not replacement · Blueprint for endurance

Status

Available by inquiry

Pricing

Tiered to fit your community.

AI Literacy Staff Workshop

$750 · 90 minutes · virtual or on site

SYNAGOGUES · SCHOOLS · FEDERATIONS · JCCS · CAMPS

  • Live demonstrations, a practical verification framework, and clear data boundaries
  • Preparation call and organization-specific scenarios — no confidential information required
  • Participant reference card included · designed for one organizational team
  • Travel outside Chicago metro billed separately
  • Sliding scale available for smaller communities

Half-Day Intensive & Implementation Series

Starting at $1,800 half-day · $3,500 three-session series

ORGANIZATION-WIDE PROFESSIONAL DEVELOPMENT

  • Hands-on practice across real staff roles and departments
  • Half-day includes a facilitated first outline of staff guidance and open policy questions
  • Series produces staff guidelines, role-specific use cases, and review standards
  • Fully deliverable virtually — designed for the format, not reduced for it
  • Full program details →
On the $36 price point: Chai (18) is the traditional Jewish gift amount. $36 = double chai. $180 = ten chai. Priced with intention, not just commerce.

Need something custom?

Every offering can be tailored to your organization's context, size, and community. Multi-session series, staff training days, and retreat programming are all possible. Reach out to discuss →

Resources

What exists. Where to find it.

What we built. Where it lives. No dead ends.

Free

Methodology

Intro to the Machloket Protocol

A one-page introduction to structured adversarial verification — what it is, where it comes from in Talmudic legal tradition, and why it matters for navigating AI-generated claims about Jewish history.

Read the Methodology
Free

Writing

For the Sake of Heaven

The Substack where this project began — machloket l'shem shamayim. Essays on Jewish memory, truth, identity, and the obligation to transmit. The intellectual and personal foundation behind HevrutAI.

Read on Substack

Social

@hevrutai on Instagram

Case updates, methodology notes, and dispatches from the work. Follow for news as the Opposition Library grows.

Follow @hevrutai

Take Action

Submit a Claim

See a contested claim, AI distortion, or historical inversion worth documenting? Submit it for human-supervised review. High-quality submissions become permanent cases in the Opposition Library.

Submit Now
About HevrutAI

The project. The person. The arc.

HevrutAI did not begin with a business plan. It began with a grievance — and a 2,000-year-old argument about what happens when you lose the partner willing to tell you you're wrong.

The Origin

The AI she was talking to had no Reish Lakish.

In April 2025, the founder opened an AI system for the first time expecting something like a calculator — a neutral tool that would return facts when queried. What she found instead was a system that agreed with her. Then agreed with the person arguing the opposite. Then softened every hard edge. Then universalized every particular. Then handed her back her own assumptions, polished and smoothed, as though they were conclusions.

She recognized the pattern immediately. She had spent twenty years watching it happen in classrooms and institutions. It was the Tolerance Trap in algorithmic form: the drive to make every answer acceptable to everyone, which produces answers that belong to no one and protect nothing.

Rabbi Yochanan wept when Reish Lakish died — not because he lost a friend, but because he lost the one person willing to challenge him with twenty-four objections. He was sent a brilliant replacement who agreed with everything. He said: what is the use of your agreement? That is the entire architecture of HevrutAI in a Talmudic story.

The Founder

Stacy La Mell

Educator, visual artist, and curriculum designer based in the Chicago area. Her path to founding an AI verification system is not a straight line — and that nonlinearity is a feature, not a bug.

In 2002, she completed her senior thesis at Evergreen State College — a rigorous engagement with Jewish identity, the politics of representation, and who gets to tell which stories. As part of that practice, she created the Peace Talks Table — a sculptural installation incorporating barbed wire. Peace and violence sharing the same surface. It is the earliest visual articulation of the adversarial dynamic that became HevrutAI's core methodology.

THE NAME

From Watchtower to Hevruta

The founding document was called The Watchtower Protocol. The Substack the founder launched that same month was called For the Sake of Heaven — l'shem shamayim. She did not yet know this was the same phrase that would name the protocol at the heart of the system she was building. The name HevrutAI came from the Reish Lakish story. Hevruta — the traditional two-person learning partnership where truth emerges through friction, not agreement. The Substack name and the protocol name were the same idea, arrived at from opposite directions.

THE METHODOLOGY

Machloket l'shem shamayim — Argument for the sake of heaven

The Machloket Protocol formalizes the Reish Lakish principle as a procedural framework. Argument is not a failure mode. Argument, properly structured and anchored to primary sources, is the path to defensible truth. The 28-Facet Friction Protocol is named for the twenty-four objections Reish Lakish raised — expanded as the system encountered new distortion mechanisms. The By-Zombies Passive Audit strips agentless constructions and names the actors. The Historical Continuity Analysis situates every claim in its historical lineage. These are not features. They are a philosophy made procedural.

"I never thought I would live to see another generation of Jews."

— NACHUM LEWIN

HevrutAI is built in the shadow of testimony. The family story that grounds this project is preserved in the USC Shoah Foundation archive.

The chain almost broke. And held. That survival is the reason this work exists — and the reason the obligation of testimony is not completed by recording it, but by defending it.

Every AI-generated distortion of Jewish history is a small act of erasure. The Machloket Protocol is the response.

Stacy La Mell, founder of HevrutAI
Contact

hevrutai.org@gmail.com

@hevrutai on Instagram

Get in Touch
From Tablets to Tablets — the arc of Jewish transmission from Sinai to the digital age.
The Lines That Anchor the Work

"Most systems ask: Is this true? HevrutAI asks: What kind of thing is this?"

"The model that agrees with you is not your partner. It is your echo."

"links don't have to shine. they just have to hold."

Holocaust Memory Project

The chain almost broke.

It held. And that survival — and the obligation it creates — is the reason HevrutAI exists.

Living Testimony — carrying truth forward. An elderly hand holding a family photograph above 1945 documents, Hebrew words dissolving into light. Memory is not the past. It is a promise to the future.

We do not inherit the stories by accident.

We inherit them by commitment. HevrutAI was built in the shadow of testimony — the family whose story grounds this project survived the Shoah and lived to see another generation.

Nachum Lewin, Max Lewin, and Shmuel Uchin — Germany, postwar

Germany, postwar. From right to left: Nachum Lewin, Max Lewin, and Shmuel Uchin, reunited after surviving the Shoah.

Stacy is named after Shmuel ("Sam") according to Jewish naming tradition.

Living Testimony
"I never thought I would live to see another generation of Jews."
— NACHUM LEWIN

While escaping the ghetto, there were moments when survival itself felt impossible. At one point, Nachum survived on bread mixed with soap while hiding and running.

The Shoah was not only an attack on Jewish bodies. It was an attempted catastrophe of transmission — an effort to ensure there would be no one left to pass anything forward. The people in this photograph survived to be part of the chain continuing.

The chain almost broke. And held.

USC SHOAH FOUNDATION

This family's testimony is preserved in the USC Shoah Foundation archive. Recorded so it cannot be lost. Preserved so it cannot be denied.

Why This Grounds the Forensic Work

In an age when AI can generate plausible falsehoods about Jewish history faster than communities can respond, transmission is not just a spiritual value. It is an urgent practical one.

The HevrutAI forensic auditing system exists because the obligation of testimony is not completed by recording it — it is completed by defending it. Every AI-generated distortion of Jewish history is a small act of erasure. The Machloket Protocol is the response.

The forensic work and the covenantal work are the same work. The only question is which door you came through.

Learn About the Forensic System